He gripped the steering wheel, knuckles white. The traffic was a nightmare, each car a potential obstacle in his relentless forward march. He was running late, even though he'd left early to avoid any delays. He needed to be calm. He’d told himself that all morning.

This appointment. With *her*. The very thought sent a surge of heat coursing through him. He’d tried everything to avoid it, every strategy to talk himself out of it. But the nagging voice had won, whispering a challenge he couldn't ignore.

He slammed his fist on the dashboard, the sudden impact a release. He needed to get a grip.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296